Certificate Course in Machine Learning using Python
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National Institute of Electronics & Information Technology Gorakhpur – Extension Centre Lucknow (Under Ministry of Electronics and Information Technology, Govt. of India) http://www.nielit.gov.in/gorakhpur/ Machine Learning using Python 90 Hours Online Course Machine Learning is broad and fast-growing sub-field of Artificial Intelligence. This course introduces students to the basic concepts and techniques of Machine Learning. The objective of this course is to develop the skills required for Machine Learning Technologies with use of Python to analyze data and solving ML problems like Regression, Classification, and Clustering using machine learning algorithms. BE / B.Tech. (Any Branch), 3-Year Diploma (Computer Science / Electronics/ IT), NIELIT O/A Level, Graduate in Science or Commerce or Statistics/Mathematics Candidate must have computer / laptop with Minimum 2 GB RAM Internet connection with good speed. Rs. 3800/- incl. GST & all other charges. Certificate will be provided to the participants, based on minimum 75% attendance and on performance (minimum 50% marks) in the online test, conducted at the end of the course. Instructor-led live classes. Instructor-led hands-on lab sessions. Content Access through e-Learning portal. Assessment and Certification Step-1: Read the course structure & course requirements carefully. Step-2: Visit the Registration portal and click on apply button. Step-3: Create your login credentials and fill up all the details, see the preview and submit the form. Step-4: Login with your credentials to verify the mobile number, email ID and then upload the documents, Lock the profile and Pay the Fees online, using ATM-Debit Card / Credit Card / Internet Banking / UPI etc. Certificate Course in Machine Learning using Python Objective Eligibility Prerequisite Certificate Course Fees How to Apply? 6 Weeks / 90 Hrs. (3 Hrs. per day) Timing: - 11:00 AM to 02:00 PM Methodology
Transcript of Certificate Course in Machine Learning using Python
National Institute of Electronics & Information Technology Gorakhpur – Extension Centre Lucknow
(Under Ministry of Electronics and Information Technology, Govt. of India) http://www.nielit.gov.in/gorakhpur/
Machine Learning using Python 90 Hours Online Course
Machine Learning is broad and fast-growing sub-field of Artificial
Intelligence. This course introduces students to the basic concepts and
techniques of Machine Learning. The objective of this course is to
develop the skills required for Machine Learning Technologies with use
of Python to analyze data and solving ML problems like Regression,
Classification, and Clustering using machine learning algorithms.
BE / B.Tech. (Any Branch), 3-Year Diploma
(Computer Science / Electronics/ IT), NIELIT
O/A Level, Graduate in Science or Commerce or
Statistics/Mathematics
Candidate must have computer / laptop with
Minimum 2 GB RAM
Internet connection with good speed.
Rs. 3800/- incl. GST & all other charges.
Certificate will be provided to the participants, based on minimum 75%
attendance and on performance (minimum 50% marks) in the online
test, conducted at the end of the course.
Instructor-led live classes.
Instructor-led hands-on lab sessions.
Content Access through e-Learning portal.
Assessment and Certification
Step-1: Read the course structure & course requirements carefully.
Step-2: Visit the Registration portal and click on apply button.
Step-3: Create your login credentials and fill up all the details, see the
preview and submit the form.
Step-4: Login with your credentials to verify the mobile number, email
ID and then upload the documents, Lock the profile and Pay the Fees
online, using ATM-Debit Card / Credit Card / Internet Banking / UPI etc.
Certificate Course in Machine Learning using Python
Objective
Eligibility
Prerequisite
Certificate
Course Fees
How to Apply?
6 Weeks / 90 Hrs. (3 Hrs. per day)
Timing: - 11:00 AM to 02:00 PM
Methodology
National Institute of Electronics & Information Technology Gorakhpur – Extension Centre Lucknow
(Under Ministry of Electronics and Information Technology, Govt. of India) http://www.nielit.gov.in/gorakhpur/
Day Topic Day Topic Day Topic
Day #01
Introduction to Machine Learning
Applications of Machine Learning
Types of Machine Learning
Day #02
Python Installation with various IDEs
Simple Python Program Python Data Types Lists, Tuples, Dictionary in Python
Day #03
Python Control Structure Conditional Statements Loops in Python
Day #04
Python Functions Defining a function Calling a Function Lambda and Map Function
Day#05
Object Oriented Programming Concepts
Creating Classes in Python Constructor Inheritance in Python Classes
Day#06
Python Modules Python Packages NumPy in Python
Day #07
Pandas in Python
Day #08
Exercises and Practice Problems in Python
Day #09
Exercises and Practice Problems in Python
Day #10
Types of Problems in Machine Learning
Regression, Classification Clustering
Day #11
Pre-processing of data for Machine Learning
Handling Null Values Data Summarization
Day #12
Regression Problem Solving First Machine Learning
Problem Training and Testing Data Applying ML Algorithm: Linear
Regression Using SkLearn Module
Day #13
Applying ML Algorithm: Decision Tree Regression, Random Forest Regression
Performance Evaluation of ML Model
Deployment of Machine Learning Model
Day #14
Classification Problem Solving Classification Problem:
Loan Prediction Problem (Mini Project 1)
Handling Null Values and Categorical Data
Day #15
Applying ML Algorithm: Logistic Regression, Support Vector Machine, Decision Tree Classifier, K-Neighbor Classifier, Gaussian Naïve Bayes (continued from previous day)
Day #16
Deployment of Classification Model
Performance Evaluation of Classification Model
Confusion Matrix
Day #17
Working on Images in Python
Day #18
Image Classification Problem (Mini project 2)
Making ML Model Evaluating Model Deployment of Model
Day #19
Text Classification Count Vectorizer Day
#20
Solving Text Classification Problem: Spam Detection (Mini Project 3)
Making Model
Day #21
Solving Text Classification Problem (continued from previous day)
Model Evaluation Confusion Matrix
Day #22
Accessing Twitter Data in Python for Sentiment analysis etc.
Day #23
Mathematics behind Regression Algorithms
Day #24
Mathematics Behind Classification Algorithm
Purity Matrix
Day #25
Data Exploration and Visualization using matplotlib and seaborn modules Day
#26
Clustering Problem Making Clustering Model from
Customer data (Mini Project 4) Applying K-Means Clustering
Algorithm Elbow Method
Day #27
Feature Importance Correlation Matrix
Day #28
Ensemble Learning Day #29
Questions & Answer Session Day #30
Final Test
Course Coordinator
Course Content
Pankaj Shukla, Joint Director, NIELIT Lucknow
Email: [email protected]
Mobile Number: 7706009303 WhatsApp: 9450675073
S.C. Agrawal, P.T.O, NIELIT Gorakhpur
Email: [email protected]
Mobile Number: 8317093881
CLICK HERE TO REGISTER
